{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b507e30a-c0ea-48a0-ac12-6853515f14f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from cion.sequencer import *\n",
    "import cion.sequencer\n",
    "import sequencies\n",
    "from sequencies import *\n",
    "from cion.auto_calibration.graph import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b9891ae4-17aa-4d63-bd28-bcf26ef256cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "execfile('cion/auto_calibration/graph.py')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "db13cea8-5537-4a25-8f45-71038c0c3488",
   "metadata": {},
   "outputs": [],
   "source": [
    "g = Graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "95e61a2f-85ca-4724-875c-7340504f94d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "calibration starts in 2022-07-20 15:28:09\n",
      "Auto calibration succeeds!\n",
      "Current time: 2022-07-20 15:28:09\n",
      "It takes 0 hours 0 minutes 0 seconds in total.\n"
     ]
    }
   ],
   "source": [
    "g.auto_cali_ab_initio()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "659c0da7-9434-4095-b29b-8b279fc52df1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System check ends. There are 0 nodes to be recalibrated, they are :\n"
     ]
    }
   ],
   "source": [
    "g.system_time_check()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "49a3d857-c176-4fe0-bd7a-4a6ca5e8c878",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calibration failed in node Detection during core-node-check.\n"
     ]
    }
   ],
   "source": [
    "g.core_check([Detection, SideBandCooling])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "721f2589-06e7-4acb-9a0a-7abb1646c371",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'LoadIon': 1,\n",
       " 'Detection': -1,\n",
       " 'Doppler': 1,\n",
       " 'Pumping': 1,\n",
       " 'EIT': 1,\n",
       " 'ModeFrequency': 0,\n",
       " 'SideBandCooling': -1}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.node_status['ModeFrequency'] = 0\n",
    "g.node_status['SideBandCooling'] = -1\n",
    "g.node_status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0c1103ab-8efb-4083-8fd1-33247ea92686",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iQWQLB3mV9cTzOyYmNmznBOzL58HM7pRfTTGeoglduQaHj/YsmKbJe++9x7hx4xg4cCB33nmnz06g/C8ul4u4uDj69u1L165d/X4/kZxQ8BYREQkCp8jieVYwhx24MIjCgR3fB1cTkyw8OLBTg5JMpwuVKZqja577AOWUKVOoUqWKj6q9sIkTJ7J161Zmz54dkKAvkhNaJygiImKxdeylAW/zHjuwYyPPmUltf7BhIwonDmxs5zDXM5232IQH47Kut2bNGtq1a5d9AmUgQ/cvv/zCu+++y0svvaTQLSFBHW8RERGLpONiMAnMYQcGBlEWPHrlxsAEalKSGdxERS5uJvvcBygnT54ckAcoz2UYBjfffDNdu3blvvvuC+i9RS6XOt4iIiIWSCWDTnzAe2zHcaYLbQXvw5re7ndrZrKTxAt+zC+//ELHjh3Zu3cvCQkJAQ/dALNmzcJms3HvvfcG/N4il0sdbxERkQA7zmlu5H1+5TgRZ9b/BYNMPETj5AtupyFl//HnVj1A+XcHDhwgLi6O+fPnB3S0RSSnFLxFREQC6CSZtGcOP3MsqEL3WZm4iSaCJdz1l7WDx48fZ8CAARw4cIA333zTssBrmib33HMPDRo04Mknn7SkBpHLpVETERGRAHHh4VY+CtrQDRCFkwzcdOYD9pAM/P8DlJUrVw74A5R/N3/+fA4cOMDjjz9uWQ0il0sdbxERkQB5ibVMYANObEEZus+VgZuaRgnajt7Pgs+/YNKkSbRo0cLSmo4fP06bNm2YOXMm9erVs7QWkcuhkytFREQC4AeO8CobsEPQh26AKBx8l3UA91XJATuB8kKGDRtG165dFbolZCl4i4iI+JkLD72YjxuD6BD51mvDRp7oaH7vWZYkjItcMug/K1asYPPmzaxYscLiSkQun2a8RURE/GwC69lDClE4rC7lkjiw48LDAyy47AN2fCEtLY2BAwcyfvx48ubNa1kdIjml4C0iIuJHB0gNqRGTv4vEwU8c5SN+sKyGl156iWbNmlk+Yy6SU6HxfpeIiEiImsE2DEwiQ6zbfZYNGx48vMoGbqdmwH942LJlC4sWLWLlypUBva+IP6jjLSIi4icuPExjK/YQ7HSfKxIHf3KCrRwK6H2zsrLo378/I0aMoHDhwgG9t4g/KHiLiIj4yWJ+IRM3zhD/dmvDhgsPb7EpoPedPHkylSpVonPnzgG9r4i/aNRERETET17jG7LOHMMe6iJxsICfOc5piuL/Bxx37drFzJkzWb58uSXH0ov4Q2j/CC4iIhKk9nOCnRwJuU0m/+bsuMyX7Pb7vTweD08//TTPPfccpUuX9vv9RAJFwVtERMQPvuMwziA9Fv5yZeFhPfv8fp8ZM2YQGRnJnXfe6fd7iQRS6L/3JSIiEoS2coh0XOQlwupSfCYCO99ywK/32LdvHxMnTmThwoXY7eoPSnjRf6NFRET84Gv+xBFG3W4AJ3b2coJM3H65vmmaPPvsszz66KNUrlzZL/cQsZKCt4iIiI+ZmOzkyEVvM/HsSyG5x3s5vq/nUCrJ3WYBkDZhNemf7sjxNc9lw0YkDn7kqE+ve9Ynn3zCsWPH6N27t1+uL2I1BW8REREfO8RJXBg4wvDbrAeDnRzx+XWPHTvGyJEjmTBhAhER4TOeI3IuzXiLiIj42Akyc7S720x3caLfFxjHTmGz2yjwSiecFYtyctRy3N8dxEjNIM89Dch7VwOMU1mkPvIpZqYbx1XFznu99Pe3kv7BNgDy3N2APLfXJX3ed2Qu+RnsNjy/H6fASzcSeV2FC9bmwuAEGZf9uf2boUOH0qNHD2rXru3za4sECwVvERERH0vHlbOPn7MVZ/US5O/fnaxv9pI2cjmFp/cgf/+W2PJGYma5SWozlTy31SXj/a1ENC5Pvr7NSf/sezy7/zoGYiSd4vT/NlF0yYMAHG//LlExV2f/eeHpPcjavI/Tb39zUcHbg0GGj2e8ly1bxo4dO5g4caJPrysSbMLvPTARERGLuTFytEbQ/VsSkY3KAxDRsByeX5MAOD1rM8dvmkHy7e9jJJ3GSDqF+/fjRNQr631t/bL/uJZnbzLOa0pii3Bgi3DgvKYknj9TAHDWLgOAo2whzOT0i6rNBj4N3idPnmTQoEGMHz+ePHny+Oy6IsFIwVtERMTHInN4aI7zqmJkbfLuy3Zt3o/jqmIYJ9LJmLedIp/dS5G5d2IvEAUmOCoVwbX9IADu7w7+41qOCkVw/3QE0+XBdHlw/3QER4XCAH89EdI0L7I6m09XJI4ZM4bWrVvTrFkzn11TJFhp1ERERMTHonFicrFB1su983D2ZhNb/iiw2zjedSbYbBR8pRO2gtE4qpYg+eaZOKsUx1bE2x3Oc2d9TvT+lKzVv+OsXvIf17UXz0eeexuQfNNMAPLe3wh7sXyX/bk5sBHto/iwceNGlixZwurVq31yPZFgZzPNi/4RV0RERC5CEqepyutEhtnJlQAGJpPpQA9q5ug6mZmZtGvXjsGDB3PjjTf6qDqR4KZRExERER8rRl4KEYXnErveoaI2pXJ8jYkTJ1K9enWFbslVNGoiIiLiB3UozWr25GitYLAxMPFgUoWiObrOjz/+yPvvv8/y5ct9VJlIaAifvw1ERESCSHMuvJov1LgxqEoxnDl4eNTtdjNgwAAGDx5MqVI575yLhBIFbxERET+oY5YiysjZdpNg48KgKeVydI13332XAgUKcPvtt/uoKpHQoVETERERH8nKymL9+vXEx8ez+JuVHJ/fjiIFC2EPkwcs8+CkWQ46+Xv27OH1119n0aJFf11lKJJLKHiLiIjkwPHjx0lISCA+Pp61a9dStWpV4uLi+Pjt2Qwt8B3x/EaeMPh268HAiYP2VLmsjzdNk2effZY+ffpQsWJF3xYnEiJC/28CERGRAPvtt99YunQp8fHx/PTTTzRv3pzY2FjGjh1L8eLFs1/Xl0hWsQcTM+TXCroxeYA65LnMw3PmzZtHamoqDz30kI8rEwkd2uMtIiJyAW63m02bNrFs2TKWLl3K6dOniYuLIzY2lmbNmhEVFXXejzMxqcWbHCYtx6dZWsnExI3JtzxEJYpc8scnJiZyww038OGHH1KjRg0/VCgSGtTxFhEROY+TJ0+yatUq4uPjSUhIoFy5csTFxTF16lRq1qx5UTPKNmw8wXUMZUUAKvafDDxcT/nLCt0AQ4cOpWfPngrdkuup4y0iInLG/v37s7vaW7dupVGjRsTGxhITE8MVV1xxWddMJYNrmUImbiJCsOttntnd/SHdaUvlS/74r776itGjR5OQkPCv7wyI5BYK3iIikmsZhsGOHTuIj49n6dKl2SMRsbGxtGzZkvz58/vkPh+xk8dZjBNbyM16p7uysMf/zkzjJjp16nRJ20hSU1Np3bo1b775Jk2aNPFjlSKhQcFbRERylYyMDNauXUt8fDzLli2jYMGCxMbGEhcXR/369XE4fN+VNjHpzkesYg9RIdT1zsJDfiJ5e1MDxg0cQbFixRg9ejRXX331RX38M888g8Ph4KWXXvJzpSKhQcFbRETC3pEjR0hISGDp0qWsX7+eWrVqERsbS2xsLJUqVQpIDYmk0YC3Q2bk5OwDlbO4mRupitvtZubMmbz22mvcfvvtPPnkk//5jsD69evp27cvK1eupGDBggGsXCR4KXiLiEjYMU2Tn3/+mfj4eOLj4/n1119p3bo1sbGxtG3blsKFC1tS10fspA+LsWML6kN1TEyy8NCJasyi61/+7MiRI4wePZp169YxbNgwunTp8o/xk4yMDNq2bcsLL7xAbGxsIEsXCWoK3iIiEhZcLhcbN27M3q9tmmb2CEmTJk2IiLi8/dO+ZGLyFEt4n++Det47Ew+VKcJy7qEQ0ed9zaZNmxg0aBBFihRh1KhRVKtWLfvPRo0axf79+5k6dWqgShYJCQreIiISsk6cOMGKFStYunQpq1at4qqrrsoeIalevXpQHkvuweABvmARvwRl+M7ETRkKsJJelCDff77W7Xbz3nvvMWHCBG699Vb69+/Pnj17uPPOO0lISKBEiRIBqlokNCh4i4hISNmzZ0/2CMmOHTto2rQpcXFxtGvXjlKlSlld3kVx4eEhFrCIX3AEydiJd7zEoBwF+Yo7uYKLn8s+duwYo0ePZuXKlQAMGjSI2267zV+lioQsBW8REQlqHo+Hbdu2ZY+QpKSkEBMTQ1xcHM2bNydPnjxWl3hZPBgMYCnv8z0AEdgtq8U4s6v7KoqwiDspRt7Lus5zzz3HrFmzaNq0KWPGjOGaa67xcaUioU3BW0REgs6pU6dYs2YN8fHxLF++nJIlS2YfZFO3bl3sdutCqi+ZmHzITp4mngxcROII+OhJJm7s2OlFXUbQmrxEXtZ1/vjjDzp16sSiRYtYvXo1r7zyCl27duXpp5/WVhORMxS8RUQkKBw+fDh7hOTbb7+lXr16xMXFERMTQ/ny5a0uz68OcZJH+JIN7MMkMN3vs13uEuRlOjfRlMv/GhuGwa233kr79u156KGHADh+/DhjxowhISGBwYMH071796CcuRcJJAVvERGxhGma/PDDD9kjJPv27aNt27bExsbSunXrXNclPdv9foZ4MvEApl/2fXswcGPgwM491OFF2lx2l/usOXPmMHfuXBYsWPCPA4i2bdvG4MGDiYyMZOzYsVx77bU5updIKFPwFhGRgMnKyuLrr7/O7mxHRUURFxdHbGwsjRo1wul0Wl2i5ZJJZw47mMK3pJBBJm6iz+w/uVwmJi6M7Ac5e1Kb3jSgKsVzXO/hw4e54YYb+Pjjj/91ptvj8TB37lzGjRtH586dee6553LdD1YioOAtIiJ+lpSUREJCAvHx8axdu5bq1atnj5BUqVJF4wf/wsBgFXt4nW9Zx584sZOBGzvgxI7jP8ZRDEzcGLgwyIMTEyhLAfrRhG5cQ36ifFKjaZrcf//9XHvttTzzzDMXfH1ycjIvvfQSS5cuZdCgQdx6661hM68vcjEUvEVExKdM0+S3334jPj6epUuXsmvXLlq0aEFMTAw33HADxYoVs7rEkJNIGls4yDYOsY597CARF57zjqJ4MPBgUpViNKUcjShLHUpRjeI+f3Dzyy+/ZPz48SxbtozIyIsfV9m+fTtDhgzBZrMxZswYatWq5dO6RIKVgreIiOSY2+1m06ZN2SMk6enp2V3tZs2aERXlmw6reJmYHCCVI5wiEw+ZuHFiJw8RFCCSyhTB6Yf58HOlpKTQpk0bpk2bRsOGDS/54w3DYN68ebz00kvceOONPPfccxQuXNj3hYoEEQVvERG5LKmpqaxatYply5aRkJBA+fLls0+NrFmzpkZIwtxTTz1F3rx5GT16dI6uk5KSwvjx4/nyyy957rnnuP322zV+ImFLwVtERC7avn37WLZsGfHx8WzdupVGjRpld7bLlCljdXkSIGvXrqV///6sXLmS/Pnz++SaO3fuZNCgQRiGwZgxY6hTp45PrisSTBS8RUTkXxmGwfbt27NHSBITE4mJiSEmJoZWrVqRL18+q0uUADt9+jRt27Zl9OjRtGvXzqfXNgyDTz75hDFjxhAbG8ugQYMoUqSIT+8hYiUFbxEJWiYm+zjBDhLZyiH+IIV0XKTjwomDvERQnLzUozS1KcU1lCAKraPLqfT0dNatW0d8fDzLli2jUKFC2SMk9evX/8eeZsldRowYwZEjR5gyZYrf7pGamsr48eP54osveOaZZ+jZs6f+eydhQcFbRILKQVKZww6W8zs/cOTM7mE76biwwV+2Mph4w3kkDhzYycJDRQrRlPLcTk2aUSHgx2+HqiNHjrB8+XLi4+NZv349tWvXJiYmhtjYWCpVqmR1eRIkvvvuO+69915WrFgRkO00P/74I4MHDyYjI4MxY8ZQv359v99TxJ8UvEXEcgYGa/mT19nIavZinvm/C+0q/jvznN3FUTgpST6e4DpuowYFifbjZxB6TNNk165d2fPav/76K61btyY2Npa2bdtqu4T8g8vlon379jz++OPccsstAbuvaZp89tlnjBo1irZt2zJ48GCtpJSQpeAtIpYxMJjNdsbxNUmkk4WHKBzYfdClPntSnx0bNmzcyrU8TytK4ZsHwUKRy+Vi48aN2Ue0A8TExBAXF0eTJk2IiIiwuEIJZpMmTWLTpk289957lmysOXnyJBMmTODTTz9lwIAB3H333Ro/kZCj4C0ilthDMg+ygO0kYmIScSYi+4MHAzcGeYnkNdpzC9fkmhGUEydOsGLFCpYuXcqqVauoUqVK9ghJ9erVtfJPLsqvv/7KzTffzNKlSylbtqyltezatYshQ4Zw8uRJxo4dS4MGDSytR+RSKHiLSEAZGExjK8NZiQuDSD8G7r9z4cGGjVZcyRt0DNvu9549e7K3kOzYsYOmTZsSFxdHu3btKFWqlNXlSYgxDINbbrmFm266ifvuu8/qcgDv+MkXX3zBiy++SKtWrRgyZAjFixe3uiyRC1LwFpGASSSNO/mU7SRiA5yXML/tKyYmWRjkJYK36cSNVA14Db7m8XjYtm1b9gjJiRMnuOGGG4iLi6N58+bkyZPH6hIlhM2cOZNPP/2U+fPnB91oR1paGhMnTmTevHn079+fe+65B6dTm40keCl4i0hA7CWFDszhMGlE4bB81MOFB7DxKnHcTegd1HHq1CnWrFlDfHw8y5cvp2TJktkr/+rUqaOT/8QnDh48SExMDJ9//jlVqwbvD6m7d+9m6NChJCUlMXbsWBo3bmx1SSLnpeAtIn73O8eJYTYpZATVnm03BiYwkjY8QiOry7mgQ4cOZW8h+fbbb6lXr172qZHly5e3ujwJM6Zp0qtXL+rUqUP//v2tLueCTNNk4cKFjBgxgmbNmjF06FBKlixpdVkif6HgLSJ+dYBU2jCTJNKJIrjepgbvg5cG8BrtuZPaVpfzF6Zp8sMPP2SPkOzbt4+2bdsSGxtL69atKViwoNUlShj74osvmDRpEkuXLg2pjTenTp3itddeY+7cufTr149evXqFVP0S3hS8RcRv0sikGf9jP6lBGbrPcmMA8D7diOEqS2vJysri66+/zn44Mioqiri4OGJjY2nUqJHmVyUgkpOTadOmDf/73/9C9tCa3377jSFDhnDkyBFGjx5N06ZNrS5JRMFbRPznCRbzAd8TGcSh+6wsPBQgiq30pgiBfRgxKSmJhIQE4uPjWbt2LdWrV88O21dddZVW/knAPfHEExQpUoQRI0ZYXUqOmKbJ4sWLeeGFF2jcuDHDhg3TZh+xlIK3iPjFWvZyC/NwYPPJgTiBkIWHTlRlJl39eh/TNPntt9+Ij49n6dKl7Nq1ixYtWhAbG0u7du10Kp9YauXKlQwcOJCVK1eSN29eq8vxidOnTzN58mTee+89+vbtywMPPKDxE7GEgreI+NxJMmnA2yRxOqgeprwQ75HzJrPpSgeu9um13W43mzZtyh4hSU9Pz+5qX3/99URFRfn0fiKX49SpU7Rp04bx48fTqlUrq8vxuT/++IOhQ4eyf/9+Ro8eTfPmza0uSXIZBW8R8bknWMxcviciBEZM/s6XIycnT55k5cqVLFu2jISEBMqXL09sbCxxcXHUqFFDIyQSdJ5//nlSU1OZNGmS1aX4jWmaLF26lOHDh1OvXj2GDx9OmTJlrC5LcgkFbxHxqd85ThPexR5CIyZ/l4mHvjTmBdpc8sfu27cve+Xf1q1bady4MbGxscTExOibuwS1LVu28MADD7By5UqKFClidTl+l56ezhtvvMHMmTN5/PHHeeihhzR+In6n4C0iPjWIZbzDlpAaMfk7NwbROPmVJ4g85/PYsmUL33//Pb169cr+PcMw2L59e/YISWJiIjExMcTExNCqVSvy5ctnwWcgcmlcLhexsbE89dRTdOnSxepyAmrPnj0MGzaMP/74g9GjR9OyZUurS5IwpuAtIj6TjosqTMaNB4cFx8H7kgeTt+jILVwLwJo1a+jRowd2u52ff/6Zb775hvj4eJYtW0ahQoWyT42sX79+0B2rLXIhEyZMYMeOHcycOTPXjkAtW7aM559/nlq1avHCCy9QtmxZq0uSMKTgLSI+M5fveZIlOEJ0xORcGbipSUnWcD9Llizh7rvvJiMjA7fbTfHixbnuuuuIiYkhNjaWSpUqWV2uyGX7+eef6datG8uWLcv141CZmZlMmTKF6dOn07t3bx555BEiIyOtLkvCiIK3iPiEicl1TOM3jof0mMlZJiYeTB79KC9j7nwKj8dDVFQUdrud3r178+qrr1pdokiOeTwebr75Zrp37869995rdTlB488//2T48OHs3r2bUaNG0abNpT/vIXI+of/dUUSCwgFS2UNKSByWczFs2HDh4Ujjwjz44IMcPXqUn376iQMHDrB582aryxPxiZkzZ+J0Orn77rutLiWoVKhQgRkzZpCQkMCQIUOoXr06I0aMoHz58laXJiFOHW8R8YnF7OZBFlhdhk9l4KYZFVhIz+zfy8zMJD09ncKFC1tXmIgP7N+/n7i4OBYsWMBVV11ldTlBKzMzk6lTp/LOO+/w4IMP8thjj2nvvly20H76SUSCxlYOkY7b6jJ8KgI7O0jE5P/7E1FRUQrdEvJM0+TZZ5+ld+/eCt0XEBUVRb9+/Vi6dCk//PADbdq0Yfny5VaXJSFKwVtEfGIdf4bdXyh2bJzGRSJpVpci4lOfffYZR44c4dFHH7W6lJBRrlw53n33XcaMGcPw4cO599572bt3r9VlSYgJt++TImIBE5PvOYLzAn+lePalcKT6OJK7zeJ4+2lkfP69z2s59cbXuH5K9Mm1bNiyu94i4SIpKYkXX3yRCRMm6MCYy9C6dWtWrlxJo0aNuPHGG5kwYQIZGRlWlyUhQsFbRHLsKKfIusjd3RG1y1Dk03sp/PHdpI1dien2+LSWfH2aEXFNKZ9d7zQudnHMZ9cTsdrzzz9P9+7dqVOnjtWlhKzIyEj69OnDsmXL2L17N61btyY+Ph49NicXoq0mIpJjp3Fd8u5ue4Fo7CXzk9RsCsU3PgFAco/3KDihMwApD36M8+riuH9IJO+Djcn6dh/unxKJ7nwt+fo2J33ed2Qu3gWA52AqBUa1J/K6Cpx48gvy9KxHZOMKHGs4ici2V+H+8QgRjctTYFgMRlomJx75FLI8OK8thfv7QxT59N/XqJmYpJJ5mV8ZkeCyfPlytm3bxoQJE6wuJSxcccUVvP3226xdu5bBgwfz3nvvMXLkSCpWrGh1aRKk1PEWkRzLwI39EoO353AqRtIp+JdT8owjaRSc0JnC8+7i5OCvyD+kHUUXP0D6B9uyX2O6PBSedTuF/9eDtOFL/3mNY6fI93Rriiy8j8xlv2CczCD9/a1ENrmSIh/djbP2xRwWYiONrEv63ESC0cmTJxk4cCDjx48nT548VpcTVlq0aMGKFSto2rQpHTt2ZNy4caSnp1tdlgQhBW8RyTGDi3971bXjEMndZ5Pa9wsKju8E9vMHb+fVxbFFOXGUzI/9ioI4SubH5nRgi47A9BgARNS9AgBH+cIYqf/sStvLFPB+nM2Go0wBzBMZeP5Izv64iPoXPhLahvf4eJFQ99JLL9GyZUuaN29udSlhKSIigscee4yEhAT++OMPWrVqxVdffaXxE/kLjZqISI5F4cTExHYRXe+I2mUo8tE5h3UYJmaWGzwm7l/+ZZb6713xM9/IXDsOAeA5cAJbgfPs1f3Hx4GjYhFc2w8S2bwS7u8OXrBeE5N86AE0CW2bNm1i8eLFrFq1yupSwl7p0qV56623+PrrrxkyZAjvvfceo0aNonLlylaXJkFAHW8RybFonJfU9T5Xnvsacrzj/zg5+CscZQpe0sfa8kSQcvdcUnrNo8DwmIu73531yPp6D8k93iPr230QcaGTNm3kI/KS6hIJJpmZmQwYMIBRo0ZRqFAhq8vJNZo1a8ayZcto1aoVXbp0YezYsZw+fdrqssRiOrlSRHLMhYcyvEIE9ovqevtC+rzvMA6dJN+TLS75Y023B5vTQfpn3+Pasp+Cozv862sNTCbRgduomZNyRSwzbtw4fv75Z6ZPn251KblWYmIiI0eO5JtvvuGFF16gY8eO2P7l+RYJbxo1EZEci8BBZYrwO8lEcqEOsrVMwyC5+3ve4W2bjUKv3/yfr7dhoza+W08oEkg//fQTs2fPJiEhwepScrVSpUrxxhtvsGHDhuzxk9GjR1OlShWrS5MAU8dbRHziCRYzm+3kDaN5aAMTDyaHGIAzyH+gEPk7j8dD586dufPOO7nzzjutLkfOcLlczJo1i9dee43bb7+dp556inz58lldlgSIZrxFxCeuoxxRYRZO3RhcTVGFbglJ7777Lnnz5qVnz55WlyLniIiI4MEHH2TFihUcPXqUli1bsmDBAm0/ySXU8RYRn/ieRGJ5L0AT3oFxGhf3U49XaW91KSKXZO/evdx4440sWrRIh7kEuW+//ZZBgwZRrFgxRo0aRdWqVa0uSfxIHW8R8YnqFMeBDTeG1aX4TDRO2lLJ6jJELolpmjz77LM8/vjjCt0hoHHjxixdupQOHTpwyy238OKLL5KWlmZ1WeInCt4i4hMROLifemFz2Iwbg2icxKGHnyS0fPTRR6SkpPDwww9bXYpcJKfTyX333ceqVatITk6mRYsWfP755xo/CUMaNRERn9lDMo2YhhNbwNYK+ksWHvrTlMG0tLoUkYt29OhR2rZty9y5c6lZUyswQ9WWLVsYNGgQ+fPnZ/To0VxzzTVWlyQ+ouAtIj7VhQ9Yy17yhPB2k7PbTHbwKGUoYHU5Ihetd+/eVKhQgSFDhlhdiuSQx+Nhzpw5vPLKK9xyyy0MGDCAggUv7ZCxQDhBBt+TyHYS+Zo/+ZMTZOAmEw8ObOQhggJEch1lacAV1KYUFSmMPZcOXSh4i4hPLeM37uYz75rsEO16p+PmBirzMT2sLkXkoi1dupQXX3yRhIQEoqOjrS5HfCQpKYmxY8eSkJDAkCFD6Natm6WH75iYbOEg09jKKvZwjNNE4SATDwYmjjN/89uwYZ4ZPTzbzMhDBAYmNqAGJbmHOnTjGvITZdnnE2gK3iLiUx4MrmMav5NMdAie0WVgYmDyFXfRgCusLkfkoqSmptK6dWumTJlC06ZNrS5H/GDbtm0MHjyYyMhIxo4dy7XXXhvQ+58ii8/4iUl8w5+cwIVBBPYzQfvSfhAwMHHhwYkdOzZ6UpuHaUA1ivup+uCh4C0iPvc9ibRjFjbAEWJvJ7owuJ+6vEys1aWIXLTnnnsO0zQZN26c1aWIH3k8HubOncu4cePo0qULzz77rN/HT9Jx8RLrmMYWPBi4MYnE7rN3ND0YuDBwYqc2pZhIe2qF8WnBofUdUURCQi1K8SRNMCH7rcZQkGG6Ob3nKI0XZ1hdishF27BhA8uWLWPo0KFWlyJ+5nA4uOuuu1i9ejUul4uWLVsyb948DMM/a1w3cYBGvMObbMKDgQM7UdnDJL7hwE40ThzY2Moh2jGLUazGhcdn9wgm6niLiF+48NCUd0Nm5OTsiMn4n+oz7aEXqF27NmPGjKFw4cJWlybyrzIyMmjXrh3Dhg0jLi7O6nIkwLZv387gwYOx2+2MGTOGWrVq+eS66bgYyWreZWv2atVA8WBgAFdSiBncHHbdb3W8RcQvInAwg5uJwBH0h+qYmLgxuI+63HvNDSxbtowSJUrQpk0bli1bZnV5Iv/q1VdfpWbNmgrduVSdOnVYuHAhPXv25K677mLw4MGkpKTk6Jq/kERjpjGNrdixBbxx4sCOExu/k0w7ZvEaG0LqndMLUcdbRPzqM36kN19iA5xB+LO+N3SbNKcCH3ErETiy/2zDhg089dRTNG3alBEjRgTlKi/JvXbu3Mkdd9xBQkICJUuWtLocsVhKSgrjxo1j0aJFPPfcc9x+++3Y7Zf2d+4ODtOZuZwkMyjeqTzb/X6I+oymXchuyjpX8H0XFJGwcgvXMo4bMCHoOt8mJi4M6lKaD+j2l9AN0LRpUxISEoiKiqJt27asXr3aokpF/srtdjNgwACGDh2q0C0AFC5cmDFjxjBnzhzmzp1L586d2b59+0V//DYO0YH3gyZ0g7f77cDGNLbyFEvCovOtjreIBMQstvE03rGNiCD4mf/seEljyvERt5KPyP98/Zo1a+jfvz/t2rXj+eefJ3/+/AGqVOSf3nzzTVavXs2HH35o6U5nCU6GYfDxxx8zduxYYmNjGTRoEEWKFGHw4MG0atXqH6NJuzhKLO9xiiyigiR0n+vsMziP0pARtLW6nBxR8BaRgPmCXfRmIVl4fP5k/KVwYWADbqAyM7mZyIv8RpOamsrw4cPZsGEDEydO1L5kscSePXvo2LEjixcv5sorr7S6HAliqampjBs3jgULFnDzzTfzxhtvULBgQb777rvsB8eTOM11TOM46UHT6T6fs+F7LDfwAPWtLueyKXiLSEDt5hj38wW7SQr4nm8TkywMonAwnlh6Uuuywv+yZct49tln6dy5M4MGDSJPnjx+qFbkn0zTpEePHtxwww307t3b6nIkRGzfvp1WrVpx6tQp8uXLx+23387UqVMBuJvP+IpfiPzbqF0wcmNgx8Y3PEhFilhdzmWx/v1eEclVqlKcVfRiMC0AGxm4AzK358bAg8n1lGczD3MntS+74x4TE8OKFStISkoiJiaGLVu2+LhakfObO3cup06d4sEHH7S6FAkh33zzDR6Ph+joaNLS0pg5cyaLFi3iS35mKb8GxfjfxXBix4XBgyw489hl6FHHW0Qss5tjPMRCdnEse/zE7sPxE2+H24MTBxHYeYkbchS4z2fRokUMGTKE7t2788wzzxAVFeWza4ucKzExkXbt2vHxxx9zzTXXWF2OhJDPP/+czz77jCNHjnD06FH27NlD1aZ1OLyoC6fI+seD5cHs7Caq0bTlYRpaXc4lU/AWEUuZmGzlEFP4li/Zfab3beLMwZHEBiaZeIjEQUUK05+mdKEaeYjwZenZjh07xsCBA/n111+ZPHkytWvX9st9JHd74IEHqFq1Ks8995zVpUgYCKURk78L5ZETBW8RCRpJnOZ9dvAWmznKKSJxkI4bG95NKN4o/v9h3DwzpOLGwIVBnjMPBhmY3Ex1HqUR9SgTkNpN02T+/PkMHz6ce+65h379+hER4Z+gL7nPokWLeOmll1i+fLneVZEc+4mjtGLGmUfcQ3MrTjpubqMGU+lsdSmXRMFbRIJSImnsIJHvOMTX7GM7iRwnHTveBzINTDyYROKgKsVoSjkaU5balKIKRXFa1MVJTEzkmWee4dChQ0yePFkjAZJjJ06coHXr1rz99ts0btzY6nIkDDzJV8xme1BvMbkQ40zjZTd9KUS01eVcNAVvEQkZZ2e2M3HjxE4UzoBuRblYpmny0UcfMXLkSB5++GEee+wxnM7Q/QYn1howYABRUVGMGTPG6lIkDJwkk6uZjIkZlH9/Xgo3Bi/ShkdoZHUpFy20v+IikqvYsBGFk4JEk5fIoP2mYbPZuO2221i6dCnr16/npptu4pdffrG6LAlB69atY/Xq1QwaNMjqUiRMfMwPmAR2lau/GJi8zsaQ2nAS+l91EZEgVbZsWebOncttt91G165dmTp1Kh6Px+qyJESkp6fz7LPPMnbsWAoUKGB1ORIGTEwmsxFPCAXV/xKBnSTSWcefVpdy0RS8RUT8yGazcc8997Bo0SLi4+O55ZZb2LNnj9VlSQh45ZVXqFOnDjExMVaXImHiAKkc5GTI7O2+ENuZsyAWEzrvKIbHV15EJMhdeeWVfPLJJ3Tq1ImOHTsyY8YMDCM8uk7ie9u3b+fjjz9m5MiRVpciYWQHiTla1RqMnNjZwH6ry7hoCt4iIgFit9t56KGHWLBgAZ999hm33347+/eHzjcMCQyXy8WAAQMYNmwYxYsXt7ocCSNbOUQ6bqvL8Ckndn7iaMiMzyh4i4gE2FVXXcX8+fNp1aoV7du354MPPkALpuSsqVOnUrJkSbp162Z1KRJm1vFn2AU/Ozbs2PidZKtLuShaJygiYqFdu3bRr18/SpQowSuvvELp0qWtLkks9Ntvv9GlSxeWLl1KuXLlrC5HwoiJSTlexY3nojaaePalkBTzDhE1S2NmuLEXy0v+52/AWSXn78Jkrd9DxqffU3CCbw6/MTCZQke6ca1PrudP4faDj4hISKlevTpffvkl9evXJyYmhk8++UTd71zKMAyefvpp+vfvr9AtPpdMOpm4L2mNYETtMhT55B6Kfnk/+Z5ozonen2JmBXZUxfRceIQkHTe7ORaAanJOJzqIiFgsIiKC/v37ExsbyxNPPMGiRYsYN24cJUqUsLo0CaA5c+bgcrno1auX1aVIGEq/xND9dxENyuGsXgLX9kOcnrYR49gpbHYbBV7phLNiUZK7zcJRtQSe35KwRTsp+FY37PkiOdZwEpEtKuH+9RgR11WgwNAb/nJd10+JpA2PBxPsRfNQcNJN2KIjONZoEpE3XI1x4ASFZ99xwfpOknXZn1sgqeMtIhIkatasyZIlS6hatSo33HADCxcutLokCZBDhw4xbtw4JkyYgMPhsLocCUOZuHMc+uxXFMK1aR/O6iUo+tm95Hu6FWkjl2f/eeR1FSjy0d1ENChHxgfbAPAcSSPf060osuA+3DsP4/rh8F+ueXLwVxSc2IUiH99NRKPypM/9DgDjSBr5+jS7qNBtA07hyuFnFxgK3iIiQSQyMpJBgwYxY8YMxo0bxyOPPMLx48etLkv8yDRNBg4cyH333Ue1atWsLkfClC8G2IyDJ8ha8SuRjcoDENGwHJ5fk7L/3Fn3Cu/v1y+L+zfv79tL5MNRthA2m42IemXx/Jb0l2t6fj5K6hPzSe42i4z5P2AcSfN+XOkCOMoWuujaTJ98hv6n4C0iEoTq16/PsmXLKFOmDO3atWPp0qVWlyR+snDhQvbu3Uvfvn2tLkXCWDTOHC3cc207gHvXUSLbXEXWpn3e39u8H8dVxbJf495xyPv73x3EWbkoAOaxU3gOpXp/f/tBHJWK/uW6juolKfjmLRT59F7vLHn/lmf+4OIjqgnkI/JyP7WA0oy3iEiQio6OZvjw4bRv356nnnqKxYsXM3LkSAoWLGh1aeIjycnJDBs2jOnTpxMZGRrBQUJTNE48GDi4+FEm145DJHefjZnpxl40L4Xe7IqjfGFOPPEFx7vOBJuNgq90+v/Xb95P+pytEOGg0NvedZj2kvk59eoa3LuOENGwHBG1ypC1fk/2xxQc04HUJxeA2/tjQd6+zYhqWfkSPzuTfERc4sdYQ+sERURCwOnTpxk9ejRLlizhlVdeoU2bNlaXJD7w5JNPUqBAAZ1QKX5nYnIFEzAxsfvh5MrkbrMo+EZXHGX+2hg4dv0bFF/fx+f3O5eBySQ6cBs1/XofX9CoiYhICMibNy+jR49m0qRJPPfcczzzzDOkpaVZXZbkwOrVq1m/fj0DBw60uhTJBWzYqEEJXHisLsXnbNioTSmry7goCt4iIiGkefPmJCQkYJom7dq14+uvv7a6JLkMp06d4tlnn+Xll18mX758VpcjuUQzKuDx00OIRT699x/dbiAg3W43BldT9MIvDgIK3iIiIaZAgQK88sorjB07lr59+zJkyBBOnz5tdVlyCcaNG0fjxo01MiQBYxgGJf50E+Hy/ZiJldwYVKUYzkuYXbeSgreISIhq27YtK1euJDU1lRtuuIFNmzZZXZJchK1btzJ//nxGjBhhdSkS5g4ePMi8efN47LHHqFu3Lv97ciyZ7qyQWb13MVwYNCF0TnrVw5UiImFgyZIlDBw4kG7duvHss88SFRVldUlyHi6Xi7i4OJ544gluvvlmq8uRMJOamsqGDRtYs2YNa9as4fjx47Ro0YKWLVvSokULypUvxzW8QRKniQiRDvGFGJjMoitxVLG6lIui4C0iEiaSkpIYPHgwu3btYtKkSdStW9fqkuRvJk6cyLZt25g1axY2W3i95S+B53K52Lp1K2vXrmX16tXs2rWL+vXr07JlS1q2bEmNGjWw2/863PA6G3mR1USEwdCDCw+FiGYXfUJm1ETBW0QkzCxYsIDnn3+enj170r9/fyIiQmO/bbj75Zdf6Nq1K/Hx8VxxxRVWlyMhyDRNdu/ezdq1a1mzZg0bN26kYsWKtGjRglatWtGoUSOio6P/8xrHOU113sCOzS9rBQPJhcEgmtOf660u5aIpeIuIhKEjR47w7LPPsm/fPiZPnkyNGjWsLilXMwyDm2++mVtuuYVevXpZXY6EkMTERNauXZsdtiMiIrI72s2bN6do0Uvf5vEQC/iUH4kO4XMUDUw8mPzAY5Qkv9XlXDQFbxGRMGWaJh9//DEjR47k/vvvp0+fPup+W2TGjBnMnz+fzz///B9v/Yuc69SpU2zYsCE7aB8+fJhmzZplh+0rr7wyx2NKWzlIB97HjncHdihKx0UnqvEet1hdyiVR8BYRCXOHDh2if//+JCcnM2nSJKpVq2Z1SbnKgQMHiI2N5YsvvqBKldB4AEwCx+12s3379uwHIr///nvq1q2b/VBk7dq1cTh8O79sYnITc/mafUSFyGz0uTwYgI1V9OIaSlhdziVR8BYRyQVM0+T999/npZde4rHHHqN3794+/2Yu/2SaJvfccw8NGjTgySeftLocCQKmafLHH3+wevVq1q5dy/r16ylbtmx2R/u6664jb968fq/jAKk04h1cGCH1oKWJiRuTATRlIC2sLueSKXiLiOQi+/bt46mnniIzM5NJkyZRuXJlq0sKa59//jlvvPEGS5Ys0ZhPLpaUlMS6deuyw7bH46FVq1a0aNGC5s2bU7JkSUvqmsN2+rMUB7aQGTnJwM3VFGUdD4TkSkQFbxGRXMYwDGbOnMmrr77KU089xX333ae5Yz84fvw4bdq0YdasWVrtmMukp6fz7bffZo+P7Nu3jyZNmmR3ta+66qqgWCcZaiMnZ0dMVnIv12LNDys5peAtIpJL/fHHH/Tr14/IyEheffVVKlSoYHVJYaVPnz6UKFGC4cOHW12K+JnH42Hnzp3ZD0Ru3bqVGjVq0LJlS1q1akWdOnWC9h2Pg6RyHe9ymiyignjLydkRk2dpxjM0s7qcy6bgLSKSi3k8Ht555x2mTJnCc889x1133RUUnbhQt2LFCgYPHsyKFSsCMq8rgbd3797soL1u3TpKlCiR3dFu0qQJBQoUsLrEi7aZA3RmLi48RAZh59sbug26cS1v0SlkxmLOR8FbRETYvXs3/fr1o3DhwkyYMEEHvORAWloabdq04dVXX6VFi9B7+EvOLyUlhXXr1rFmzRrWrl1Leno6LVq0yN4+Urp0aatLzJHV7KEHH+PBCKrwfbbTHUNlZtM1ZE6o/DcK3iIiAnjXmr3xxhtMnz6doUOH0qNHD3W/L8PQoUM5deoUEydOtLoUyYGsrCy+/fbb7K72b7/9RuPGjbO72tWqVQu7/32sYy89+JhM3EExdnL2kJwuVGMqnULyYcq/U/AWEZG/+PHHH+nbty/lypVj3LhxlCpVyuqSQsaWLVt48MEHWblyJYULF7a6HLkEhmGwa9eu7M0jmzdvpmrVqrRs2ZIWLVrQsGHDoJ3T9qUtHKQ7H3GSTCKwWzbWkYkHOzbupx5jaYc9hFYe/hcFbxER+QeXy8XEiROZM2cOI0eOpEuXLmHX3fO1rKwsYmJiePrpp+ncubPV5chFOHjwYPbmkXXr1lGgQIHsNX/NmjWjYMGCVpdoiWTS6c8SvuQXTMyAjp6c7XIXJpp36UIrKgbs3oGg4C0iIv/qu+++o1+/flSrVo2xY8dSrFgxq0sKWq+88go//PAD//vf//RDSpBKTU1l/fr1rF27ltWrV5OSkkLz5s2zw3a5cuWsLjGoLOEXHmURJ8nEiR27H7vfJiZZeLBjpwc1GEs7ChLtt/tZRcFbRET+U2ZmJuPHj+eTTz5h7NixdOjQweqSgs6uXbvo3r07y5cvD/mH7MKJy+Vi69at2V3tXbt20aBBg+w57WuvvVY77C8gmXQGspzP+AkTExs2n550aWCSiYcoHJQkH5PpQGsq+ez6wUbBW0RELsrmzZvp168f9erVY/To0RQqVMjqkoKCx+Phpptu4rbbbuPuu++2upxczTRNdu/enb15ZOPGjVSqVIkWLVrQqlUrGjVqRFRUlNVlhqRE0pjNdt5iE6dxkXVm9eDldMHPrgc0ARs2bqAyfWjM9ZQP6VWBF0PBW0RELlp6ejpjxoxh0aJFjB8/nnbt2lldkuWmTZvGV199xSeffKLuqQUSExOzN4+sXbuWyMjI7I52s2bNKFq0qNUlhhU3HpbxO1P4lk0cBMAOpOPGgf3M8fPeQG3ijZjGmaDtwE4kDjJxU4YC3E0d7qUOpQmdnec5peAtIiKX7Ouvv6Z///40a9aMESNGhNRhIb60b98+2rdvz8KFC6lcubLV5eQKp06dYsOGDdlB+/DhwzRv3jx7+0jFihWtLjHXMDD4gxR2kMgmDrCefRwmjUzcZOLBeSZo5yeSOpSmGeWpTSlqUpL85M53HhS8RUTksqSlpfHiiy+yatUqXn31VZo3b251SQFlmiY9e/akWbNm9OnTx+pywpbb7Wb79u3Zc9o7d+6kbt262QfX1KpVC4cj9Pc7S+6g4C0iIjmyatUqBgwYQGxsLEOHDiVfvnxWl+Q3pmkSHx9Py5Yt+fLLL3nnnXdYvHhxrtjvHCimafL7779nB+0NGzZQrly57PGRxo0bkzdvXqvLFLksCt4iIpJjqampDBs2jI0bN/Laa69x3XXXWV1SthTS2ckRjnGajDNvgUfiIAoHhYmmBiUpRf6LulZqaioVKlSgVKlSuN1u5s+fT61atfz8GYS/Y8eOZR/HvmbNGkzTpGXLlrRq1YpmzZpRokQJq0sU8QkFbxER8Zn4+Hiee+45brrpJgYOHEh0dGD38BoYfMsBNnOQr9nHFg6SRDpRODAxMSB7JZoNsGMjC0/2DGpzytOAK2jBlec9nvrnn3+mdevWJCcn43A46NWrF+PHj1cH9hKlp6ezcePG7H3a+/fvp2nTptld7cqVK2sXuoQlBW8REfGp5ORkBg8ezM6dO5k0aRL169f3+z1TSOcDvud1viWZdFx4MICI7C0L/x7ivIHcxHVmvVk0TqJw8BANuI+6XMH/n164atUqunXrRmpqKvnz5ydv3rwsX76ca665xu+fYyjzeDzs3Lkzu6O9bds2atasmd3VrlOnDk6n0+oyRfxOwVtERPxi4cKFDB06lNtuu42nn36ayMhIn99jJ4m8zrd8zk+AN0Q7sed4F7AbA+NMZ7w1FenHdTTnSv73v//x0EMPUbBgQe644w5Gjhyp0zz/xd69e7M3j6xbt46SJUtmbx5p2rQp+fNf3HiPSDhR8BYREb85evQozz33HHv27GHSpEk+m4dOx8UIVvE/tuHGuOyDPC7k7Kl6EdiJowoFhq7jy9mf8MUXX1CvXj2f3y+UpaSk/GVOOyMjI3vzSMuWLSlVqpTVJYpYTsFbRET8yjRNPvvsM1544QV69erFE088kaMtIN+yn/v5gkRO4cDml8D9d+aZUZR8ZiRv2jrSkap+v2ewy8zMZNOmTdld7d9++43rrrsuu6tdrVo1zWmL/I2Ct4iIBMThw4d5+umnOXr0KJMmTaJ69eqX9PEZuHjhnC53NIGfCXbhAWy0pwqT6UAR8gS8BqsYhsFPP/2U3dHevHkz1atXzw7aDRo00FpFkQtQ8BYRkYAxTZMPP/yQ0aNH07t3bx599NGLeqjuJJncwjy2cQgn9oB0uf+NiUkWBmUpwBLu+svDl+HmwIED2ZtH1q1bR6FChbJHR66//noKFgzfz13EHxS8RUQk4Pbv30///v05ffo0kyZNolKlStx333089NBD/zgBM5l0OvI+u0kiwgcPTvpKBm5KkJcl3E0lilhdjk+kpqayfv367K72iRMnaN68Oa1ataJFixaULVvW6hJFQpqCt4iIWMIwDGbPns348eOpW7cuCxcupFKlSmzZsiW7C36STNozh10cIzKIQvdZmXgoRh5W0ouyIdj5drlcbNmyhbVr17JmzRp27dpFw4YNadGiBa1ateKaa67BbrdbXaZI2FDwFhERS61evZq4uDhM0yR//vyMHz+e+++/nyzcdOIDtnIoqDrdf5eJh7IUYCW9KEZwH6RjmiY///xzdtDeuHEjlStXzh4fadSoEVFRUVaXKRK2FLxFRMRSsbGxrF27FrvdTkZGBoUKFeL3339ncuHveJ2NPtnL7W+ZuImlCh/QLehqTUxMzN48snbtWqKiorIfiGzevDlFioTHmIxIKFDwFhERS82fP59Nmzbx008/8dNPP/HHH39w32sD+fSRvNgAB8E/6mBi4sHkXbrQhUvb1uJraWlpfPPNN9lz2keOHKF58+bZO7WvvPJKS+sTyc0UvEVEJKhkmm6a2t5lDymWrAy8XC485CGCLfSmBPkCdl+328327dtZvXo1a9euZefOndStWze7q12rVi0cDkfA6hGRf6fgLSIiQWUEq3iDb3FiC7qxjQvJwkMMV/l15MQ0TX7//ffsjvaGDRsoV65c9uaR6667jjx5cs9+cZFQouAtIiJB4w+SacK7gBkSIyZ/d3bkZB630oZKPrvusWPHWLduXXZX2zRNWrZsSatWrWjevDnFixf32b1ExH9C5z08EREJe++wGTceokL025MNGy7cvMY3OQre6enpbNy4MburvX//fpo2bUrLli3p06cPlStX1nHsIiFIHW8REQkK6biowmTceEKy232WiYkbk808zJUUzv59j8fDtm3baNiw4T8+xuPx8P3332dvH/nuu++oWbNm9j7tOnXqXNQJnyIS3PS/YhERCQpfsAs3RkiHbvB2vQ0MprOVF2kLQEZGBvfeey/x8fH8+uuvFCtWjD179mTv0/76668pVaoULVq0oHfv3jRp0oT8+fNb/JmIiK+p4y0iIpYzMbmOafzG8ZAdMzmXG4MonPzKE5xOPknXrl35/vvv8Xg8tGnThkOHDpGZmUmLFi2y1/yVKlXK6rJFxM9C/283EREJebtJYi8pRBIea++c2HFjMOPP1bzQ+E6SkpIwDAOHw8Hx48eZNWsWVatW1Zy2SC6j4C0iIpbbxiEIwfWB/yUDFxuNfZQsWRK73U5WVhYAhw4dolq1ahZXJyJWUPAWERHLfcsBMnGTlwirS/EZOzb2V7SzY8cOwHt0+44dO0hKSrK4MhGxima8RUTEctfzLrtJCptREwDPmQdFDzAgrDr5InL51PEWERFLufDwC0k4/bDNxLMvhaSYd4iocebBRYediOsq4KhYBNe6PXj+TMaz7wS2aCf2EvmIaFyB/M+18cm9HWfmvP/kxF/WCopI7qXgLSIilvqV4zix+60rHFG7DEU+ujv739MmrAag4MQu2f/uqFiEPN1q+/zeTuzs5IiCt4gAhPiyVBERCXkpZGAP01EMNwbJpFtdhogECXW8RUTEUhm4ARvgn0eOXDsOkdxtFgD20gVwVC7ml/ucj4FJJp6A3U9EgpuCt4iIWMqFB9NPoRv+fdQkELzB2x2w+4lIcNOoiYiIWCoSR9hu/bBjC4uTOEXEN/S3gYiIWMrfwfTcURMAZ50r/Hq/czmwEa1vtSJyhv42EBERSxUjDx4Mvzxg6ShfmJK7nv3P1+Qf0Mrn982+P3aKksdv1xeR0KJRExERsVRliuDBxPDjnLdV3BjUoqTVZYhIkFDwFhERSzlxUI1iuDGsLsWnPBhE4KAsBa0uRUSChIK3iIhYrinlcYVZ8D7b7Q7XB0dF5NIpeIuIiOUacQV5wuyxIwNoQQWryxCRIKLgLSIilmvAFRiYft3nHWjROGlEWavLEJEgouAtIiKWu4qiVKMYWWFyyqMbgygctKGS1aWISBBR8BYRkaDwJE1x4rC6DJ8wMHmIBkSEyecjIr6h4C0iIkGhE1WJxBHy200MTGzYuI+6VpciIkFGwVtERIJCFE7up17I7/POxENrKnKF1giKyN8oeIuISNB4kPo4sOMJ0a63iUkEdp6kidWliEgQUvAWEZGgUZ5CPMP1mBCSG05cGHShGs20RlBEzkPBW0REgko/mnAVRckMsQ0nWXgoQBSvEGt1KSISpBS8RUQkqETg4G1XR9zpWbiN0Ajf5pkHKt+hM4XJY3U5IhKkFLxFRCSoHDhwgCG3PMzVnx/BtAX/yImJSRYGN1GNGK6yuhwRCWIK3iIiEjSWLVtGhw4d6NChAxtuf43mtitxnTnTMlhlYVCZIrxKnNWliEiQs5mmGbx/m4mISK7gcrl4+eWXmT9/PlOnTqVhw4YApOOiC3PZyiEisWPDZnGlf5WBmysowEp6UYJ8VpcjIkFOHW8REbHUwYMH6datG7t27SI+Pj47dAPkIYLPuI16lA6qzrd3vMRDWQqylLsVukXkoih4i4iIZRISEujQoQNxcXHMnj2bokWL/uM1BYhiIT1pwZW4MSzf8W1g4sLgKoqyknspq4NyROQiadREREQCzu128/LLL/PZZ5/x1ltv0bhx4wt+jAsPE1jPRL7BhYcoHAEfPcnEjR07d1CT0bSjAFEBvb+IhDYFbxERCahDhw7x6KOPkjdvXl5//XWKFSt2SR//A0e4j/n8QQp2wBGAN28NTDwYFCEP79KFllT0+z1FJPxo1ERERAJm5cqVtG/fnrZt2zJnzpxLDt0ANSjJ1zzAAJoCNjJx+238xMAkAzcGJndQiy30VugWkcumjreIiPid2+3mlVde4aOPPuLNN9+kSZMmPrnuHyTzNpuZzXY8mLjxEJnDERQTEzdG9jW6cg2P0Yg6lPZJzSKSeyl4i4iIXyUmJvLoo48SGRnJG2+8QfHixX1+j9Nk8QU/M5EN7OVE9taRCOw4L7CG8GzQdmPgOPP6IuShD43pSS2K6CRKEfERBW8REfGb1atX069fP3r16sUTTzyB3e7fCUcTk584yhYO8Q372ch+/iAl+0FM88xCQtuZXyaQiYcrKEAjruB6ylOX0tSnDHZNY4qIjyl4i4iIz3k8HiZMmMDcuXN54403aNasmWW1ZOHmJ45xjNNk4ibzTCc8GieFieYaSpCPSMvqE5Hcw2l1ASIiEl4SExN5/PHHsdvtxMfHU6JECUvricSp+WwRCQp6H01ERHxm3bp1tG/fnuuvv565c+daHrpFRIKJOt4iIpJjHo+H1157jTlz5vD666/TvHlzq0sSEQk6Ct4iIpIjR44coU+fPpimydKlSylZsqTVJYmIBCWNmoiIyGVbt24dcXFxNG7cmA8//FChW0TkP6jjLSIil8zj8TBp0iTee+89Jk+eTIsWLawuSUQk6Cl4i4jIJTl69Ch9+vTB7XazZMkSSpUqZXVJIiIhQaMmIiJy0davX09cXBz169dn3rx5Ct0iIpdAHW8REbkgwzCYPHkyM2fO5LXXXqN169ZWlyQiEnIUvEVE5D8dO3aMvn37kpGRwZIlSyhdWofRiIhcDo2aiIjIv/rmm2+IjY2ldu3afPzxxwrdIiI5oI63iIj8g2EYTJkyhXfffZeJEyfStm1bq0sSEQl5Ct4iIvIXx48fp2/fvqSlpbFkyRLKlCljdUkiImFBoyYiIpLt22+/JTY2lmuvvZZPPvlEoVtExIfU8RYREQzD4K233uLtt9/m1Vdf5YYbbrC6JBGRsKPgLSKSyyUnJ/PEE0+QkpLCV199RdmyZa0uSUQkLGnUREQkF9u8eTOxsbFUq1aNzz77TKFbRMSP1PEWEcmFDMPg7bff5q233mLChAnExMRYXZKISNhT8BYRyWVSUlLo168fSUlJLF68mHLlylldkohIrqBRExGRXGTLli3ExMRQuXJlPv/8c4VuEZEAUsdbRCQXME2Td955hylTpjB+/Hji4uKsLklEJNdR8BYRCXMnTpygX79+HD16lEWLFlG+fHmrSxIRyZU0aiIiEsa2bdtGbGwsFSpUYP78+QrdIiIWUsdbRCQMmabJu+++y+TJkxk3bhwdOnSwuiQRkVxPwVtEJMycOHGCp556ioMHD/Lll19y5ZVXWl2SiIigURMRkbDy3XffERcXxxVXXMGCBQsUukVEgog63iIiYcA0TWbMmMHEiRMZO3YsnTp1srokERH5GwVvEZEQl5qayoABA/jzzz9ZuHAhFStWtLokERE5D42aiIiEsB07dhAXF0eJEiVYsGCBQreISBBTx1tEJASZpsnMmTOZMGECY8aMoUuXLlaXJCIiF6DgLSISYlJTU3nmmWf4/fffWbhwIZUqVbK6JBERuQgaNRERCSE7d+6kffv2FClShC+//FKhW0QkhKjjLSISAkzT5L333mPcuHGMGjWKm2++2eqSRETkEil4i4gEuZMnT/LMM8/wyy+/sGDBAipXrmx1SSIichk0aiIiEsR+/PFH2rdvT8GCBVm0aJFCt4hICFPwFhEJQqZpMmfOHHr06MGAAQMYN24c0dHRVpclIiI5oFETEZEgk5aWxnPPPcdPP/3E/PnzqVKlitUliYiID6jjLSISRH766Sc6dOhAdHQ0ixYtUugWEQkjCt4iIkHANE0++OADbr31Vvr168eECRPIkyeP1WWJiIgPadRERMRip06dYuDAgezcuZPPP/+cq6++2uqSRETED9TxFhGx0K5du+jQoQNOp5NFixYpdIuIhDEFbxERi8ybN4/u3bvz+OOPM3HiRPLmzWt1SSIi4kcaNRERCbDTp08zePBgtm3bxqeffkq1atWsLklERAJAHW8RkQDavXs3N954I6Zp8tVXXyl0i4jkIgreIiIB8tFHH9G1a1ceeeQRXnvtNY2WiIjkMho1ERHxs/T0dAYPHsyWLVv45JNPuOaaa6wuSURELKCOt4iIH/3yyy/ceOONuFwuvvrqK4VuEZFcTMFbRMRPPv30U7p27cpDDz3E66+/Tr58+awuSURELKRRExERH8vIyGDIkCFs3LiRjz/+WF1uEREB1PEWEfGp3377jY4dO5Kens6SJUsUukVEJJuCt4iIj3z++efcdNNN3HfffUyZMoX8+fNbXZKIiAQRjZqIiORQRkYGw4YNY926dcybN48aNWpYXZKIiAQhdbxFRHLg999/p1OnTqSmprJ06VKFbhER+VcK3iIil2nBggV06dKFu+++m7feeosCBQpYXZKIiAQxjZqIiFyizMxMhg8fzpo1a/jwww+pWbOm1SWJiEgIUMdbROQS7Nmzh06dOnH8+HGWLFmi0C0iIhdNwVtE5CItXLiQTp060bNnT95++20KFixodUkiIhJCNGoiInIBWVlZjBgxghUrVvD+++9Tp04dq0sSEZEQpOAtIvIf9uzZQ+/evSlfvjxLly5Vl1tERC6bRk1ERP7FokWL6Ny5Mz169GDatGkK3SIikiPqeIuI/E1WVhYvvvgiy5YtY/bs2dSrV8/qkkREJAwoeIuInOPPP/+kd+/elClThvj4eAoVKmR1SSIiEiY0aiIicsZXX31Fx44dueWWW5g+fbpCt4iI+JQ63iKS67lcLkaNGsVXX33FrFmzqF+/vtUliYhIGFLwFpFcbd++fTzyyCMUL16c+Ph4ChcubHVJIiISpjRqIiK51tKlS+nYsSNdunRh5syZCt0iIuJX6niLSK7jcrkYM2YMX375JTNmzKBBgwZWlyQiIrmAgreI5CoHDhzgkUceoUiRIsTHx1OkSBGrSxIRkVxCoyYikmssW7aMDh060KFDB2bOnKnQLSIiAaWOt4iEPZfLxUsvvcQXX3zB9OnTadSokdUliYhILqTgLSJh7eDBgzzyyCMULFiQ+Ph4ihYtanVJIiKSS2nURETCVkJCAh06dCA2NpbZs2crdIuIiKXU8RaRsONyuRg3bhyfffYZ77zzDtddd53VJYmIiCh4i0h4OXToEI888gj58uUjPj6eYsWKWV2SiIgIoFETEQkjK1eupH379rRr1445c+YodIuISFBRx1tEQp7b7eaVV17ho48+YurUqTRt2tTqkkRERP5BwVtEQlpiYiKPPvookZGRxMfHU7x4catLEhEROS+NmohIyFq9ejVxcXG0aNGC999/X6FbRESCmjreIhJyPB4PEyZMYO7cuUyZMoVmzZpZXZKIiMgFKXiLSEhJTEzk8ccfx263Ex8fT4kSJawuSURE5KJo1EREQsbatWtp3749TZs2Ze7cuQrdIiISUtTxFpGg5/F4mDhxIu+//z6vv/46zZs3t7okERGRS6bgLZLLnT59msTERFJSUnC73bjdbgCcTidOp5NixYpRsmRJoqOjLanvyJEj9OnTB9M0WbJkCaVKlbKkDhERkZxS8BbJRUzTJDExkT/++IN9+/Zx+PBhMjIycDgceDweTNPEMAxsNhs2mw273Y7dbsfj8ZA3b17KlClD+fLlqVy5ckA2iKxbt46+ffty55138tRTT+FwOPx+TxEREX+xmaZpWl2EiPiXy+Xi559/5ptvviE5ORnDMACw2+3ZIfu/mKb5j1BesmRJmjRpQpUqVXweiD0eD5MmTWL27NlMnjyZli1b+vT6IiIiVlDwFgljJ0+eZOPGjWzfvh3TNPF4PDgcjgsG7Qs591pOp5MGDRrQoEED8ubNm+Oajx49Sp8+fXC5XLz11lsaLRERkbCh4C0ShkzTZPv27SQkJOB2u7NHRvzBMAxM0yQyMpIbb7yRqlWrXva11q9fT58+fbjtttsYMGAATqem4UREJHwoeIuEmdTUVBYuXMjBgwcB/Ba4/87j8WCz2ahSpQpxcXGX1P02DIPJkyczc+ZMXnvtNVq3bu2/QkVERCyi4C0SRnbs2MGyZctwu90+GSm5VGfnwCMjI+nYsSNXX331eV938OBBSpUqhcPh4NixY/Tt25eMjAzeeustSpcuHdCaRUREAkUH6IiEAdM0WbVqFUuXLsUwDJxOZ8BDN4DNZsPhcJCVlcX8+fPZvHnzP16TlpZG06ZNGT58ON988w2xsbHUqlWLjz/+WKFbRETCmjreIiHONE2WLl3K999/f1EbSgLl7OaU66+/nmbNmmX//muvvcbIkSPJzMykRIkSTJ8+nbZt21pVpoiISMAoeIuEMNM0SUhIYNu2bUEVus86u4awVatWNG7cmFOnTlG1alWSkpIwDIPixYvz7bffUq5cOatLFRER8TuNmoiEsA0bNgRt6Aaya1q9ejXff/89w4cP5/DhwzgcDooVK0Z6ejqff/65xVWKiIgEhjreIiHq4MGDvP/++0DgNpdcrrMH72zdupXU1FS6du1KjRo1uPbaaylYsKDV5YmIiASEgrdICHK73UybNo3U1NSQ2XXt8XgoVaoUd999d9D/oCAiIuIP+u4nEoJWr15NWlpayIRu8Hbljxw5wpYtW6wuRURExBIK3iIh5uDBg2zdujUoZ7r/y7nz3snJyRZXIyIiEngK3iIhxDRNFi9enD0zHWrsdjsej4f4+HirSxEREQk4BW+REHLo0CGSk5NxOBxWl3LZHA4Hf/75JydOnLC6FBERkYBS8BYJIZs2bQrZbvdZNpsN0zTZtm2b1aWIiIgElIK3SIg4ffo0u3fvDulu91k2m41t27bh8XisLkVERCRgFLxFQsT3338PENLd7rPOznrv3r3b6lJEREQCRsFbJER89913hNPafY/Ho3ETERHJVRS8RUKAy+UiJSUlrA6esdvtHD58OKx+mBAREfkv4fNdXCSMHT16FKfTGRZjJmedHTc5efKk1aWIiIgEhIK3SAg4fPgwhmFYXYbP2e12EhMTrS5DREQkIBS8RYLEvn37uOKKK/jkk0+yf69///5cd9117N+//4IbQGbPnk1KSsq//vmqVauYMmUKs2bNYtasWUEReN1uN4cOHbK6DBERkYBwWl2AiPy/WrVq8eWXX9K9e3eysrI4ePAgDoeDQ4cO+WS+u0WLFtSuXfsfv28YhmXz4/v377fkviIiIoGm4C0SRAoVKkRERATHjh1j48aNtGvXjhkzZpCUlMTHH3+M2+0mMjKSm266iXz58rFx40Z27NhBkSJFyMjIyL5OQkIC+/btw+Px0KJFC6pWrXre+7322mtUrVqVEydOcOONN7Jo0SLcbjdOp/O89zh+/Dg9evQgJSWFHTt20KVLFwBef/11+vbtS0ZGBl9++SWnT58GoFOnThQtWpRZs2ZRqlQpjh07hmEY9OzZE6fTyaZNm3j//ff57LPP6NGjB+np6WRmZvLwww9jmiZxcXHMnz+fvHnz+v+LLyIi4mcaNREJMp07d2bhwoUsWLCAm266CfCOidSsWZNevXpRo0YN1q1bx6lTp/juu++4//776dSpU/YR7L/++ivp6en06tWLe+65hxUrVmRvDlm7di2zZs3i/fffByAtLY1mzZpxxx13sGzZMlq2bMk999xDgwYN+Prrr//1Hv9m3bp1VK9enXvuuYfY2FgSEhKy/6xixYrcddddFClShN9//50jR46wa9cuHn30UT755BO6devGLbfcwoIFCwDYsGED9erVU+gWEZGwoY63SJCJjY2lR48eFC5cmJIlSwJw7NgxGjZsCED58uX54YcfSE5OpmTJkjgcDhwOB8WLFwcgMTGRvXv3MmvWLMC7Lzs9PR3456hJgQIFKFSoEABHjhzJDsqGYVC0aNF/vce/OXLkCHv37mXLli3AXw/7KVOmDODt6p8+fRqXy0WFChWy/9zhcFCgQAGqVq3Kli1b+PDDD3nggQcu86soIiISfBS8RYJMdHQ0HTp0+Mt4SPHixdm3bx/FihXL/s8iRYpw9OhRPB4PbrebY8eOAVCyZEmuuuoq2rdvD3iD978dM3/uXHfJkiVp1qxZdkD2eDxkZGSc9x558uTJXgN47saVkiVLUrZsWa655prsa5z191WIJUqUYNOmTdk1nJ0zv+uuu3j77bc5dOgQderUucyvooiISPBR8BYJQo8++uhf/r1Vq1Z8/PHHfPfdd0RERHDzzTeTL18+atWqxfTp0ylWrBiFCxcG4Oqrr2bfvn3ZHe+CBQvStWvXC94zJiaGxYsX43K5AKhbty61a9c+7z1KlSpFVFQUM2fO5Morr8wOz82bN2fRokVs2rQJ0zS5+uqruf766897v5IlS1K1alXefPNNli9fzq233kqPHj2oX78+v/76K3fdddflfOlERESCls3UsXEiQW/69OkkJSX9a+c6UGbPnk2XLl2yA3hOud1uKleuzK233vqX3+/SpQtz5syhYMGCPrmPiIhIMNDDlSIhoFy5cmF5gI7NZvvLnHdiYiI9evQgJiZGoVtERMKOOt4iIWDnzp0sWbIkrI6MP6tbt25UrFjR6jJERET8TjPeIiGgVKlSVpfgc6ZpYhhGWH5uIiIi56NRE5EQUKxYMQzDIJzeoDJNk+joaPLkyWN1KSIiIgGh4C0SAux2O6VKlfrLer5QZxgG5cuXt7oMERGRgFHwFgkRDRs2tHyria+YponD4aBBgwZWlyIiIhIwCt4iIaJatWrY7faw2G5iGAZ58+ZVx1tERHIVBW+REOF0OqlXr15YzHnbbDaaNGkSlltaRERE/o2Ct0gIqVevHjabLaTDt2EY2Gw2atSoYXUpIiIiAaXgLRJCChcuTMWKFUP6IUvTNKlVqxZRUVFWlyIiIhJQCt4iIcTj8ZCWlsbJkydDctbb4/EQHR1N69atrS5FREQk4BS8RULE9u3b6dy5M/Pnz6dZs2YAITVyYpomNpuNzp07q9stIiK5kk6uFAlyJ06c4KWXXmLx4sUMHjyYW2+9FZvNRkpKCn/++SdOZ2j8z9gwDK699loqVapkdSkiIiKWUMdbJEgZhsG8efNo2bIlAGvWrOG2227Dbrdjs9no1KkTERERITHv7Xa7iY6OJiYmxupSRERELGMzQ+m9apFc4qeffmLgwIFkZWUxduxY6tate97X/f7773z66aeA93TLYOTxeHA4HPTs2ZMyZcpYXY6IiIhlgvM7tUgudfLkSYYPH06PHj3o3r07X3755b+GboDKlSvTuXNngKB82NLj8WC327n11lsVukVEJNdT8BYJAqZpMn/+fFq2bElqaiqrVq3i7rvvvqgj4qtXr86NN94IEFRjJ2dDd7du3ahQoYLV5YiIiFguNJ7KEgljv/zyC0OGDCEpKYl33nmHRo0aXfI1atSoQVRUFPPnz8ftduNwOCw7FdI0TTweDxEREdx2222ULVvWkjpERESCjWa8RSxy+vRpJk6cyAcffMBTTz1Fr169cryh5OjRo8yfP5+UlBQg8HPfZ8ddSpcuTefOnSlcuHBA7y8iIhLMFLxFAsw0Tb766iuGDx9O48aNGTZsGKVKlfLZ9T0eDxs2bGDDhg0YhhGQ7vfZLrfD4aBt27bZR9uLiIjI/1PwFgmgPXv2MHToUPbt28eYMWOyD8Lxh7Pd7xMnTmSHYl+H4XMDd6lSpdTlFhER+Q8K3iIBkJGRwRtvvMGMGTN4/PHHeeihh4iIiPD7fQ3D4Pfff2fjxo0cPHgQwzCw2+05HkExDCP7JMqKFSvSuHFjKlSooC63iIjIf1DwFvGzhIQEhg4dSs2aNRkxYgRXXHGFJXUkJyezZcsWtm/fDnhHUs4dRfm30GyaJoZhZL/WbrfjcDho0KABdevWpUCBAoH8NEREREKWgreIn+zfv59hw4axa9cuxowZQ+vWra0uCQCXy0ViYiKJiYns27ePgwcPcvLkSZxO5z/C99lRkoIFC1K2bFnKlStHqVKlKFWq1EWtOhQREZH/p+At4mMul4upU6cydepUHnzwQR577DGioqKsLus/ZWVlceLECVwuF263G5vNhtPpxOl0Urhw4YCMxYiIiIQ77fEW8aG1a9cyePBgKleuzOLFi7nyyiutLumiREZGUqJECavLEBERCWsK3iI+cPjwYV544QW2bdvGyJEjiY2NtbokERERCTI6Ml4kB1wuF2+//Tbt2rWjUqVKrFq1SqFbREREzksdb5HLtHHjRgYNGkTJkiVZuHAhlStXtrokERERCWIK3iKX6OjRo4waNYp169bxwgsv0KlTJ+2vFhERkQvSqInIRfJ4PMyYMYM2bdpQvHhxVq9eTefOnRW6RURE5KKo4y1yEbZu3cqgQYPIly8fn376KdWqVbO6JBEREQkxCt4i/yE5OZkxY8awbNkyhg4dSrdu3dThFhERkcuiUROR8zAMgw8++IBWrVoRFRXFmjVr6N69u0K3iIiIXDZ1vEX+ZufOnQwaNAiADz74gJo1a1pckYiIiIQDBW+RM1JTU3n55ZdZuHAhgwYN4rbbbsNu15tCIiIi4htKFZLrmabJJ598QqtWrcjKymL16tXccccdCt0iIiLiU+p4S662a9cuBg8ezKlTp5g+fTr169e3uiQREREJU2rpSa6UlpbGiy++SPfu3encuTOLFy9W6BYRERG/UvCWXMU0TRYsWECrVq1ISkpi5cqV3HfffTgcDqtLExERkTCnURPJNX777TeGDBnCkSNHePPNN7nuuuusLklERERyEXW8Jeylp6fz8ssv06VLF9q0acPSpUsVukVERCTg1PGWsBYfH8/zzz9PvXr1SEhIoHTp0laXJCIiIrmUgreEpb179zJs2DB+//13XnnlFVq0aGF1SSIiIpLLadREwkpmZiYTJ06kQ4cONGzYkISEBIVuERERCQrqeEvYWLVqFYMHD6Z69erEx8dTrlw5q0sSERERyabgLSHv4MGDDB8+nJ07dzJq1CjatWtndUkiIiIi/6BREwlZLpeLN998k5iYGKpXr87KlSsVukVERCRoqeMtIWn9+vUMGjSI8uXLs2jRIipWrGh1SSIiIiL/ScFbQkpiYiIvvvgi3377LS+++CLt27fHZrNZXZaIiIjIBWnUREKC2+3m3XffpW3btlxxxRWsXr2aDh06KHSLiIhIyFDHW4Le5s2bGThwIEWLFmX+/PlcffXVVpckIiIicskUvCVoJSUlMWrUKFatWsULL7xAly5d1OEWERGRkKVREwk6Ho+H2bNn07p1awoVKsSaNWu46aabFLpFREQkpKnjLUFl+/btDBo0iIiICD766COuueYaq0sSERER8QkFbwkKJ06cYOzYsXz11VcMHjyYW2+9Fbtdb8iIiIhI+FCyEUsZhsG8efNo2bIldrudNWvWcNtttyl0i4iISNhRx1ss8+OPPzJo0CBcLhezZ8+mTp06VpckIiIi4jcK3hJwJ0+eZPz48Xz++ec8++yz9OzZE4fDYXVZIiIiIn6l9/MlYEzTZP78+bRs2ZK0tDRWrVrF3XffrdAtIiIiuYI63hIQv/zyC4MHDyY5OZlp06bRsGFDq0sSERERCSh1vMWvTp06xahRo+jatSvt27dnyZIlCt0iIiKSKyl4i1+YpsmiRYto1aoVhw8fJiEhgQceeACnU2+yiIiISO6kFCQ+t2fPHoYMGcKBAweYPHky119/vdUliYiIiFhOHW/xmYyMDF555RU6duxIs2bNWLZsmUK3iIiIyBnqeItPLF++nOeff55atWqxfPlyypQpY3VJIiIiIkFFwVtyZN++fQwbNozdu3czduxYWrdubXVJIiIiIkFJoyZyWbKyspg8eTLt27enTp06rFy5UqFbRERE5D+o4y2XbO3atQwaNIirrrqKr776igoVKlhdkoiIiEjQU/CWi3b48GFeeOEFtm3bxqhRo4iJibG6JBEREZGQoVETuSCXy8XUqVNp164dlStXZtWqVQrdIiIiIpdIHW/5T9988w2DBg2idOnSLFy4kMqVK1tdkoiIiEhIUvCW8zp69CgjR47k66+/ZsSIEXTs2BGbzWZ1WSIiIiIhS6Mm8hcej4cZM2bQpk0bSpYsyZo1a+jUqZNCt4iIiEgOqeMt2bZs2cKgQYMoUKAAn376KdWqVbO6JBEREZGwoeAtJCcnM3r0aBISEnj++efp2rWrOtwiIiIiPqZRk1zMMAzef/99WrVqRZ48eVi9ejW33HKLQreIiIiIH6jjnUt9//33DBo0CJvNxty5c6lRo4bVJYmIiIiENQXvXCY1NZWXX36ZL7/8kkGDBtGjRw/sdr3xISIiIuJvSly5hGmafPzxx7Rs2RK3282qVau4/fbbFbpFREREAkQd71xg165dDBo0iPT0dGbMmEG9evWsLklEREQk11HwDmNpaWlMmDCBTz75hKeffpq77roLh8NhdVkiIiIiuZLmDMKQaZosWLCAli1bkpKSwsqVK7n33nsVukVEREQspI53mPntt98YPHgwx44dY+rUqTRu3NjqkkREREQEdbz/yjQhIwNSU+HUKfB4rK7ooqWnpzN27Fi6dOlCu3btWLp0qUK3iIiISBDJvR3vxETYsQO2bYOvv4bt2yE5Gex2cDjAMLzBOyoKqlaFpk2hUSOoXRuqVAFncHzpTNNk6dKlDBs2jIYNG7JixQpKlSpldVkiIiIi8jc20zRNq4sImGPH4L33YOpUSEqCyEhITwebDSIivKH73FMbTdP7y+32/oqO/v/fv/lmePRRqFvXis8EgL179/L888+zZ88exowZQ/PmzS2rRURERET+W/gHb9OEzZthyhRYvNj77+DtWF/u0eiGAVlZ3mtcdRU8+STcdNP/B3M/y8zMZMqUKUyfPp3HHnuMhx9+mIiIiIDcW0REREQuT3gH71274OGH4eefvUE5Ksrb1fYV0/z/AB4RAePHw+23X36gvwgrV65kyJAhXHPNNbz44ouULVvWb/cSEREREd8Jz+DtdsPkyfDyy95/joz0axgGwOXy3uP66+Gtt6BMGZ9e/sCBAwwfPpwff/yRUaNG0bZtW59eX0RERET8K/y2muzaBS1bwtix3n+PivJ/6AZvx9vhgLVroWFDmDv3/8dacsDlcjFlyhRiY2O59tprWblypUK3iIiISAgKr473p5/CY48Frsv9b852v9u3h3ff9dZyGb7++msGDx5MhQoVGDlyJBUrVvRtnSIiIiISMOETvKdPh4EDvYE3GFb9nd2G0qQJzJsHefNe9IcmJiYyYsQINm/ezIsvvkhcXBw2q36IEBERERGfCI9Rk3ffDa7QDf9fyzffwC23eA/mOY/ExMTsf3a73UybNo127dpRvnx5Vq1aRfv27RW6RURERMJA6He8P/oIHn/8/w++CTam6R09ad3aO/d9ztq/+Ph4evbsyerVqzl9+jQDBw6kWLFijBkzhipVqlhXs4iIiIj4XGgH7+3bISbG+8/B0uk+n7NjJ717w6hRAJw6dYq6dety8OBBChcuTMmSJRkxYgSdO3dWh1tEREQkDIXuqElWFtx3nzfQBnPoBu/YicMB77wDW7YA8OKLL3L48GEyMzNJSUmhT58+dOnSRaFbREREJEyFbsf7xRfh9ddzdgJloGVkQLlyrHjpJWLPhOzChQtjmibFihXj559/trpCEREREfGT0AzeZ0dMznaSQ4nLxR+xsQyz22nRogXFixenWLFiVKhQgUqVKlldnYiIiIj4SegFb7cbGjeGPXsgOtrqai6dYXh/xcdD3bpWVyMiIiIiARJ6M94JCXDwoPdEylBkt3u3nIwbZ3UlIiIiIhJAodfxvvFG2LAB8uSxupLLZxjg8cDOnVCqlNXViIiIiEgAhFbH+/ffYdOm0BwxOZfd7l0xOHOm1ZWIiIiISICEVvCeNs3bLQ6VLSb/xWaDqVO9YyciIiIiEvZCJ3hnZcHs2cG/s/tiRURAejosX251JSIiIiISAKETvH/4wdvtDrX1gf8lIwNWrrS6ChEREREJgNAJ3jt2eB9IDCdOp/dBUREREREJe6ETvDds8I6bhBOnE37+Ofx+oBARERGRfwid4P3tt9656HBit3t//fab1ZWIiIiIiJ9Z/qSiYRgMHDiQXbt2YbfbKVu2LN27dycpKYnu3bt7X5SZCXv3MiAjg2558nB9ZOR5rzUvPZ1XT52inMPBKdPk/jx56JHDfd/XHzvG+uLFAViflcXEU6cwAJdp0itPHm65xOufvd7KzEySDIPuUVHeMZqqVXNUp4iIiIgEN8uD96pVq3C73SxYsACAlJQUChcu/NcXHT7s7XZnZl7wenfkycOT+fKRbpq0TUrKcfA+a5/Hw4iTJ3m/SBGK2+24TZNvcrAKsM3ZkzdPnYI///RJjSIiIiISvCwP3nnz5uWPP/7gl19+oUqVKhQuXJh58+Zx6NAhnnzySRYuXMiksWOpkJpK6jmHbP7v9GkWZGTgwRu2e/4tYJ8yTfKe2fe92+1myMmTeEwTp83GW4UKUcxup1tyMjWcTna73RjAnMKFibTZGHnyJN+6XFRxOjk7Vf55Rgb35M1Lcbt3Osdps9H8TOd9Qloaq7KyMICn8uXjhqgofne7eebkSUzTpKTDwWsFCxJ9zv7xeenpHDIMngS6TZ9OjZQUdu/ejWEYzJkzh8jISEaMGMHmzZu59tprWbFiBZs2bfLP/xNERERExO8sn/Fu0qQJt912G4MGDaJJkyZMmzYt+888Hg8vvfQS8199lbcLFeKoYQDwi9vNyqwsPi9ShPlFijA3PZ3kM382Nz2dbsnJtE1K4q4zYbyCw8G8woX5rGhROkZFMev06ex7XB8RwYdFinClw8HqrCx2ulz85HazsGhR+ufLx5EzDz4e9Hi4wv7PL9cPLhcbXS4WFCnC3MKFGX7yJIZpMjItjWfy5eOzokWp6nDwfnr6v38RPB6uv/56PvzwQ6688kpWr17N999/z88//8zChQvp27cviYmJOf5ai4iIiIh1LO94A9x+++3cfvvtnDx5kq5du/Lggw8CcPz4cUqUKEH+AgXAZqPWmcNzdrnd7Ha76Z6SAkCaaXLwTEA+O2riMk1uSU6mfVQUGabJC2lpnDQMUk2Tuuc8pFn7zD+XdThINgzSz/nz8g5Hdof7CoeDA+fZPvKbx0ODiAhsNhsFbTaK2+0cN01+93hoeOY6jSIjWZyR8e9fAJuN2rVre+soW5bk5GTS09OpW7cuAOXKlaP4mTlzEREREQlNlne8ExMTOXnyJAD58+cnX758mGdGSooWLcrRo0c55fHgNgx+cLsBuNrppKbTySeFC/NpkSLEFy1Kjb9tPImw2Yiy2UgxDP6Xnk7X6Gg+K1qUu/LkwTzndecePm8ClRwOdpyZ3T7g8XDsTCf95uho3ktPz/53j2myLiuLyg4HW1wuTNMk1TA4ZhgUtdmo7HCw+cx1NmVlcdW/nbhpmuBwYDtnDMU0TSpWrMiOHTu8dRw4wLFjxy75aysiIiIiwcPyjvfBgwcZPnw4drsdj8dDTEwM9jNdZofDwbPPPstNffpQ4cQJSp/5/epOJy0iI7klORmHzUY0MPPMA5lz09NZm5VFlmnSOCKCayIiaG+aDDl5ks8zMihznnGRc9WKiOBqp5POx49Tzemk1JmTMis4HAwvUIBHT5zAY5q4gfvy5qV5dDSNIiLonJyMAbxQoAB2m40h+fPzbGoqJlDcbuf1QoXOf0On0/vrb2rXrk3lypXp3Lkz1apVo3Tp0pfx1RURERGRYGEzTdO88MssZppwxRXhd2T8We+9B+3a/eO3XS4XERER7N+/n169erF8+XILihMRERERX7C8431RbDaoWRO2bg2v4G2a4HLBmfnuvxs+fDi7du3i1KlTDB8+PMDFiYiIiIgvhUbHG2D4cJg0CfLmtboS33G7IV8++OMPqysRERERET+z/OHKi9agAfjoMJyg4XbDmc0lIiIiIhLeQid4164NHo93PCOcNGtmdQUiIiIiEgChE7yvvBLKl4esrAu/NhScWSNIx45WVyIiIiIiARA6wdtmg379zrt6LyRlZnofGL3mGqsrEREREZEACJ3gDdCtG9jt3pGTUBcZCU8+aXUVIiIiIhIgoRW88+WDu+7yruALZW43REfDjTdaXYmIiIiIBEhoBW+Ahx/2jpucObo9JBkGPPgg/O2YexEREREJX6EXvK++Grp393aNQ1FWFhQsCH37Wl2JiIiIiARQ6Bygc67UVKhfH1JSvLPSocI0vT8wfPABxMRYXY2IiIiIBFDodbzB2zF+913vppNQGjlxueCmmxS6RURERHKh0Ox4n/XYY/DRR6HR9c7KggIF4LvvoFAhq6sRERERkQAL7eCdmgrXXw+HDkFUlNXV/Luz8+gffght21pbi4iIiIhYIjRHTc4qWBCWLIEiRSAjw+pqzu/sMfeTJyt0i4iIiORioR28AcqVg6++8o5vZGZaXc1fud3eGfSxY+H2262uRkREREQsFNqjJufaswfat4cjR7xjJzabtfW4XN4aJk2CO+6wthYRERERsVzod7zPqlgRVq2CunW94x1W7fk2TW/nPToaZs9W6BYRERERIJyCN0Dp0rBsGYwYAXa7NwAHsqHvcnlDf0wMbN3q7cCLiIiIiBBOoyZ/98cf8MADsHOnN3w7nf4bPznbYc+bF15/3bur2+pRFxEREREJKuHV8T5XpUre7vfLL0OJEt7wnZ7uuw64aXp3c3s83pB9553eLvfNNyt0i4iIiMg/hG/H+1yGAWvXervRq1f//2mXTic4HBd/nbNHvrvd3kN7SpWCfv3g1lu9qw1FRERERP5F7gje59q/H95/HxISvGMobrc3fKenezvVZ3+Z5v//ioryzoxnZUHlytCkifehyaZN1d0WERERkYuS+4L3uUwT9u2DHTu8YyJ79sDp094QHhHhndkuWhQaNoTataF69dA4nl5EREREgk7uDt4iIiIiIgESvg9XioiIiIgEEQVvEREREZEAUPAWEREREQkABW8RERERkQBQ8BYRERGR/2u3jgUAAAAABvlbz2JXUcRAvAEAYCDeAAAwEG8AABiINwAADMQbAAAG4g0AAAPxBgCAgXgDAMBAvAEAYCDeAAAwEG8AABiINwAADMQbAAAG4g0AAAPxBgCAgXgDAMBAvAEAYCDeAAAwEG8AABiINwAADMQbAAAG4g0AAAPxBgCAQQRAqRxOg/MFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g.draw_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3a7b1454-d842-41d0-9d7b-24b9b4aa2772",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g.draw_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c2aaea5c-079f-43ab-a053-3ef3eb4c8614",
   "metadata": {},
   "outputs": [],
   "source": [
    "g.reset_pos()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ac905500-4ea1-444b-a837-78e584765785",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g.draw_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e43a4d40-1a18-4537-bd79-3d57b82b3ad9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
